Geographic Object-Based Image Analysis: A Primer and Future Directions [PDF]
Remote Sensing, 2020 Geographic object-based image analysis (GEOBIA) is a remote sensing image analysis paradigm that defines and examines image-objects: groups of neighboring pixels that represent real-world geographic objects.
Maja Kucharczyk +3 more
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Geographic Object-Based Image Analysis - Towards a new paradigm.
ISPRS J Photogramm Remote Sens, 2014 The amount of scientific literature on (Geographic) Object-based Image Analysis - GEOBIA has been and still is sharply increasing. These approaches to analysing imagery have antecedents in earlier research on image segmentation and use GIS-like spatial analysis within classification and feature extraction approaches.
Blaschke T +10 more
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Geographic object-based image analysis (GEOBIA): emerging trends and future opportunities
GIScience & Remote Sensing, 2018 Over the last two decades (since ca. 2000), Geographic Object-Based Image Analysis (GEOBIA) has emerged as a new paradigm to analyzing high-spatial resolution remote-sensing imagery. During this time, research interests have demonstrated a shift from the
Gang Chen +3 more
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Fully Convolutional Networks and Geographic Object-Based Image Analysis for the Classification of VHR Imagery [PDF]
Remote Sensing, 2019 Land cover Classified maps obtained from deep learning methods such as Convolutional neural networks (CNNs) and fully convolutional networks (FCNs) usually have high classification accuracy but with the detailed structures of objects lost or smoothed. In
Nicholus Mboga +5 more
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Fuzzy segmentation for geographic object-based image analysis [PDF]
SPIE Proceedings, 2009 Image segmentation partitions remote sensing images into image objects before assigning them to categorical land cover classes. Current segmentation methods require users to invest considerable time and effort in the search for meaningful image objects ...
Elsner, Paul, Lizarazo, Ivan
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A Framework for Geographic Object-Based Image Analysis (GEOBIA) based on geographic ontology [PDF]
The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2015 GEOBIA (Geographic Object-Based Image Analysis) is not only a hot topic of current remote sensing and geographical research. It is believed to be a paradigm in remote sensing and GIScience.
H. Y. Gu, H. T. Li, L. Yan, X. J. Lu
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Benchmarking the Applicability of Ontology in Geographic Object-Based Image Analysis [PDF]
ISPRS International Journal of Geo-Information, 2017 In Geographic Object-based Image Analysis (GEOBIA), identification of image objects is normally achieved using rule-based classification techniques supported by appropriate domain knowledge.
Sachit Rajbhandari +4 more
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A Generic Framework for Combining Multiple Segmentations in Geographic Object-Based Image Analysis [PDF]
ISPRS International Journal of Geo-Information, 2019 The Geographic Object-Based Image Analysis (GEOBIA) paradigm relies strongly on the segmentation concept, i.e., partitioning of an image into regions or objects that are then further analyzed.
Sébastien Lefèvre +2 more
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Developing an integrated approach based on geographic object-based image analysis and convolutional neural network for volcanic and glacial landforms mapping [PDF]
Scientific Reports, 2022 Rapid detection and mapping of landforms are crucially important to improve our understanding of past and presently active processes across the earth, especially, in complex and dynamic volcanoes.
Mohammad Kazemi Garajeh +4 more
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Remote Sensing, 2012 According to existing literature and despite their commercial success, state-of-the-art two-stage non-iterative geographic object-based image analysis (GEOBIA) systems and three-stage iterative geographic object-oriented image analysis (GEOOIA) systems ...
Andrea Baraldi, Luigi Boschetti
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